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Provedor de dados:  ArchiMer
País:  France
Título:  Hybrid hidden Markov model for marine environment monitoring
Autores:  Rousseeuw, Kevin
Poison Caillault, Emilie
Lefebvre, Alain
Hamad, Denis
Data:  2015-01
Ano:  2015
Palavras-chave:  Hybrid Hidden Markov Model
Marine water monitoring
Phytoplankton blooms
Spectral clustering
Resumo:  Phytoplankton is an important indicator of water quality assessment. To understand phytoplankton dynamics, many fixed buoys and ferry boxes were implemented, resulting in the generation of substantial data signals. Collected data are used as inputs of an effective monitoring system. The system, based on unsupervised hidden Markov model (HMM), is designed not only to detect phytoplancton blooms but also to understand their dynamics. HMM parameters are usually estimated by an iterative expectation-maximization (EM) approach. We propose to estimate HMM parameters by using spectral clustering algorithm. The monitoring system is assessed based on database signals from MAREL-Carnot station, Boulogne-sur-Mer, France. Experimental results show that the proposed system is efficient to detect environmental states such as phytoplankton productive and nonproductive periods without a priori knowledge. Furthermore, discovered states are consistent with biological interpretation.
Tipo:  Text
Idioma:  Inglês

Editor:  Institute of Electrical and Electronics Engineers (IEEE)
Formato:  application/pdf
Fonte:  Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing (1939-1404) (Institute of Electrical and Electronics Engineers (IEEE)), 2015-01 , Vol. 8 , N. 1 , P. 204-213
Direitos:  Copyright 2015 IEEE - All rights reserved. Use of this web site signifies your agreement to the terms and conditions.


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